{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 43: Risk Parity with a Risk Constraint per Classes\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0256%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4036%</td>\n",
       "      <td>1.9692%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5784%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2411%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9552%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0310%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1538%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3384%</td>\n",
       "      <td>0.1693%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9870%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0256%  0.4057%  0.4036%  1.9692%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2411% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047% -1.9770% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3384%  0.1693% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5784%  0.9483% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9552%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6058% -2.5394%  ... -2.2066% -3.0310% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1538% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6435%  0.0000%  0.9870%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Variance Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1589%</td>\n",
       "      <td>11.5018%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4807%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.8194%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.8263%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1805%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2739%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.1589% 11.5018% 0.0000% 0.0000% 8.4807% 0.0000% 3.8194%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 10.8263% 0.0000% 0.0000% 0.0000% 0.0000% 7.1805%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 4.2739% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w, title='Sharpe Mean Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = rp.plot_risk_con(w, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Other Risk Measures\n",
    "\n",
    "In this part I will calculate risk parity portfolios. First I'm going to calculate risk parity portfolio when we use variance as risk measure, then I'm going to calculate the risk parity portfolios for all available risk measures.\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for variance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.1       ]\n",
      " [0.02      ]\n",
      " [0.03333333]\n",
      " [0.03333333]\n",
      " [0.03333333]\n",
      " [0.05      ]\n",
      " [0.05      ]\n",
      " [0.025     ]\n",
      " [0.05      ]\n",
      " [0.03333333]\n",
      " [0.02      ]\n",
      " [0.025     ]\n",
      " [0.02      ]\n",
      " [0.05      ]\n",
      " [0.05      ]\n",
      " [0.05      ]\n",
      " [0.025     ]\n",
      " [0.02      ]\n",
      " [0.1       ]\n",
      " [0.05      ]\n",
      " [0.03333333]\n",
      " [0.03333333]\n",
      " [0.025     ]\n",
      " [0.05      ]\n",
      " [0.02      ]]\n"
     ]
    }
   ],
   "source": [
    "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n",
    "                            'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n",
    "                            'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n",
    "                 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n",
    "                              'Consumer Discretionary', 'Consumer Staples',\n",
    "                              'Consumer Staples','Energy','Financials',\n",
    "                              'Financials','Financials','Financials',\n",
    "                              'Health Care','Health Care','Industrials','Industrials',\n",
    "                              'Industrials','Health Care','Industrials',\n",
    "                              'Information Technology','Information Technology',\n",
    "                              'Materials','Telecommunications Services','Utilities',\n",
    "                              'Utilities','Telecommunications Services','Financials']}\n",
    "\n",
    "asset_classes = pd.DataFrame(asset_classes)\n",
    "asset_classes = asset_classes.sort_values(by=['Assets'])\n",
    "asset_classes.reset_index(inplace=True, drop=True)\n",
    "\n",
    "# Risk contribution constraints vector based on Industry Class\n",
    "b = rp.risk_constraint(asset_classes,\n",
    "                       kind='classes',\n",
    "                       classes_col='Industry')\n",
    "\n",
    "print(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>5.3439%</td>\n",
       "      <td>1.7033%</td>\n",
       "      <td>3.5236%</td>\n",
       "      <td>3.6757%</td>\n",
       "      <td>3.3978%</td>\n",
       "      <td>6.2250%</td>\n",
       "      <td>6.1023%</td>\n",
       "      <td>2.0535%</td>\n",
       "      <td>3.6205%</td>\n",
       "      <td>3.2077%</td>\n",
       "      <td>...</td>\n",
       "      <td>7.7727%</td>\n",
       "      <td>2.0015%</td>\n",
       "      <td>3.8378%</td>\n",
       "      <td>8.2112%</td>\n",
       "      <td>5.6698%</td>\n",
       "      <td>3.5597%</td>\n",
       "      <td>3.0269%</td>\n",
       "      <td>1.9998%</td>\n",
       "      <td>6.3238%</td>\n",
       "      <td>1.6576%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 5.3439% 1.7033% 3.5236% 3.6757% 3.3978% 6.2250% 6.1023% 2.0535%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 3.6205% 3.2077%  ... 7.7727% 2.0015% 3.8378% 8.2112% 5.6698% 3.5597%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.0269% 1.9998% 6.3238% 1.6576%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity Variance', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3  Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Calculate Optimal Portfolios for Several Risk Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Risk Measures available:\n",
    "#\n",
    "# 'MV': Standard Deviation.\n",
    "# 'MAD': Mean Absolute Deviation.\n",
    "# 'MSV': Semi Standard Deviation.\n",
    "# 'FLPM': First Lower Partial Moment (Omega Ratio).\n",
    "# 'SLPM': Second Lower Partial Moment (Sortino Ratio).\n",
    "# 'CVaR': Conditional Value at Risk.\n",
    "# 'EVaR': Entropic Value at Risk.\n",
    "# 'CDaR': Conditional Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'EDaR': Entropic Drawdown at Risk of uncompounded cumulative returns.\n",
    "# 'UCI': Ulcer Index of uncompounded cumulative returns.\n",
    "\n",
    "rms = ['MV', 'MAD', 'MSV', 'FLPM', 'SLPM',\n",
    "       'CVaR', 'CDaR', 'UCI']\n",
    "\n",
    "w_s = pd.DataFrame([])\n",
    "port.solvers = ['MOSEK']\n",
    "\n",
    "for i in rms:\n",
    "    w = port.rp_optimization(model=model, rm=i, rf=rf, b=b, hist=hist)\n",
    "    w_s = pd.concat([w_s, w], axis=1)\n",
    "    \n",
    "w_s.columns = rms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
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       "  background-color: #004529;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row5_col7, #T_37227_row18_col6 {\n",
       "  background-color: #75c578;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row6_col0 {\n",
       "  background-color: #349a52;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row6_col1 {\n",
       "  background-color: #55b567;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row6_col2 {\n",
       "  background-color: #12763d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row6_col3 {\n",
       "  background-color: #62bb6e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row6_col4 {\n",
       "  background-color: #167a3f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row6_col5, #T_37227_row15_col0, #T_37227_row17_col6 {\n",
       "  background-color: #005830;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row6_col7 {\n",
       "  background-color: #edf8b2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row7_col0, #T_37227_row7_col1, #T_37227_row7_col2, #T_37227_row22_col2 {\n",
       "  background-color: #fbfed0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row7_col3, #T_37227_row7_col4, #T_37227_row7_col5 {\n",
       "  background-color: #fbfdcf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row7_col6, #T_37227_row20_col3, #T_37227_row21_col7 {\n",
       "  background-color: #d6efa2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row7_col7, #T_37227_row13_col6 {\n",
       "  background-color: #ddf2a6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row8_col1 {\n",
       "  background-color: #bee596;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row8_col5 {\n",
       "  background-color: #dbf1a4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row8_col6, #T_37227_row20_col0 {\n",
       "  background-color: #cbea9c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row8_col7 {\n",
       "  background-color: #e2f4aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row9_col1, #T_37227_row9_col3 {\n",
       "  background-color: #def2a7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row9_col6 {\n",
       "  background-color: #fbfdce;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row9_col7, #T_37227_row22_col5 {\n",
       "  background-color: #fbfed2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col0 {\n",
       "  background-color: #fdfedd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col1, #T_37227_row10_col4, #T_37227_row22_col4 {\n",
       "  background-color: #fcfed6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col2 {\n",
       "  background-color: #fcfed7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col3, #T_37227_row16_col2, #T_37227_row16_col4, #T_37227_row20_col7 {\n",
       "  background-color: #fafdcc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col5 {\n",
       "  background-color: #fdfed9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col6, #T_37227_row12_col2 {\n",
       "  background-color: #f7fcbc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row10_col7, #T_37227_row11_col1 {\n",
       "  background-color: #f9fdc2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row11_col0, #T_37227_row11_col4, #T_37227_row16_col5 {\n",
       "  background-color: #f8fcc0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row11_col2 {\n",
       "  background-color: #f8fcbd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row11_col3 {\n",
       "  background-color: #fafdc9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row11_col7 {\n",
       "  background-color: #feffe2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row12_col0, #T_37227_row12_col5 {\n",
       "  background-color: #f8fcbe;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row12_col1 {\n",
       "  background-color: #f1fab5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row12_col3, #T_37227_row21_col5 {\n",
       "  background-color: #e4f4ab;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row12_col4, #T_37227_row13_col7 {\n",
       "  background-color: #f7fcb9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row12_col6 {\n",
       "  background-color: #dcf1a5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row12_col7 {\n",
       "  background-color: #dff3a8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row13_col0 {\n",
       "  background-color: #2f934d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row13_col1 {\n",
       "  background-color: #339951;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row13_col3, #T_37227_row19_col1 {\n",
       "  background-color: #4cb063;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row13_col4 {\n",
       "  background-color: #389f55;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row13_col5 {\n",
       "  background-color: #31974f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row14_col0, #T_37227_row17_col2 {\n",
       "  background-color: #a4d98a;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row14_col1 {\n",
       "  background-color: #72c376;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row14_col2 {\n",
       "  background-color: #9cd687;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row14_col3 {\n",
       "  background-color: #45ad5f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row14_col4 {\n",
       "  background-color: #95d385;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row14_col5, #T_37227_row20_col2 {\n",
       "  background-color: #bae394;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row14_col6 {\n",
       "  background-color: #005c32;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row15_col2 {\n",
       "  background-color: #00472a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row15_col6 {\n",
       "  background-color: #0b713b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row16_col0, #T_37227_row22_col0 {\n",
       "  background-color: #fcfed3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row16_col1 {\n",
       "  background-color: #fdfeda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row17_col0 {\n",
       "  background-color: #bce395;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row17_col1 {\n",
       "  background-color: #c1e698;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row17_col3, #T_37227_row19_col7 {\n",
       "  background-color: #c9e99c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row17_col4, #T_37227_row21_col6 {\n",
       "  background-color: #aedd8e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row17_col5 {\n",
       "  background-color: #9dd688;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row17_col7 {\n",
       "  background-color: #68be71;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row18_col1 {\n",
       "  background-color: #004a2b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row18_col3 {\n",
       "  background-color: #006335;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row18_col4 {\n",
       "  background-color: #00532f;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row18_col5 {\n",
       "  background-color: #016937;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row18_col7 {\n",
       "  background-color: #c3e698;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row19_col0, #T_37227_row19_col2 {\n",
       "  background-color: #47ae60;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row19_col3 {\n",
       "  background-color: #4eb163;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row19_col4 {\n",
       "  background-color: #4ab062;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row19_col6 {\n",
       "  background-color: #98d486;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row20_col4 {\n",
       "  background-color: #b3e091;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row20_col5 {\n",
       "  background-color: #b2df90;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row21_col0 {\n",
       "  background-color: #e3f4aa;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row21_col2 {\n",
       "  background-color: #e1f3a9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row21_col3 {\n",
       "  background-color: #d3eda0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row21_col4 {\n",
       "  background-color: #e0f3a8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row22_col1 {\n",
       "  background-color: #fcfed4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row22_col3, #T_37227_row22_col6, #T_37227_row22_col7, #T_37227_row24_col0, #T_37227_row24_col1, #T_37227_row24_col2, #T_37227_row24_col3, #T_37227_row24_col4, #T_37227_row24_col5 {\n",
       "  background-color: #ffffe5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row23_col0 {\n",
       "  background-color: #2c8f4b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row23_col1 {\n",
       "  background-color: #2d914b;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row23_col3, #T_37227_row23_col5 {\n",
       "  background-color: #2b8e4a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row23_col6 {\n",
       "  background-color: #00512e;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row23_col7 {\n",
       "  background-color: #66bd70;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_37227_row24_col6 {\n",
       "  background-color: #f8fdc1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_37227_row24_col7 {\n",
       "  background-color: #f5fbb8;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_37227\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_37227_level0_col0\" class=\"col_heading level0 col0\" >MV</th>\n",
       "      <th id=\"T_37227_level0_col1\" class=\"col_heading level0 col1\" >MAD</th>\n",
       "      <th id=\"T_37227_level0_col2\" class=\"col_heading level0 col2\" >MSV</th>\n",
       "      <th id=\"T_37227_level0_col3\" class=\"col_heading level0 col3\" >FLPM</th>\n",
       "      <th id=\"T_37227_level0_col4\" class=\"col_heading level0 col4\" >SLPM</th>\n",
       "      <th id=\"T_37227_level0_col5\" class=\"col_heading level0 col5\" >CVaR</th>\n",
       "      <th id=\"T_37227_level0_col6\" class=\"col_heading level0 col6\" >CDaR</th>\n",
       "      <th id=\"T_37227_level0_col7\" class=\"col_heading level0 col7\" >UCI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row0\" class=\"row_heading level0 row0\" >APA</th>\n",
       "      <td id=\"T_37227_row0_col0\" class=\"data row0 col0\" >5.34%</td>\n",
       "      <td id=\"T_37227_row0_col1\" class=\"data row0 col1\" >4.89%</td>\n",
       "      <td id=\"T_37227_row0_col2\" class=\"data row0 col2\" >5.68%</td>\n",
       "      <td id=\"T_37227_row0_col3\" class=\"data row0 col3\" >4.48%</td>\n",
       "      <td id=\"T_37227_row0_col4\" class=\"data row0 col4\" >5.49%</td>\n",
       "      <td id=\"T_37227_row0_col5\" class=\"data row0 col5\" >5.55%</td>\n",
       "      <td id=\"T_37227_row0_col6\" class=\"data row0 col6\" >3.08%</td>\n",
       "      <td id=\"T_37227_row0_col7\" class=\"data row0 col7\" >3.00%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row1\" class=\"row_heading level0 row1\" >BA</th>\n",
       "      <td id=\"T_37227_row1_col0\" class=\"data row1 col0\" >1.70%</td>\n",
       "      <td id=\"T_37227_row1_col1\" class=\"data row1 col1\" >1.82%</td>\n",
       "      <td id=\"T_37227_row1_col2\" class=\"data row1 col2\" >1.64%</td>\n",
       "      <td id=\"T_37227_row1_col3\" class=\"data row1 col3\" >1.96%</td>\n",
       "      <td id=\"T_37227_row1_col4\" class=\"data row1 col4\" >1.68%</td>\n",
       "      <td id=\"T_37227_row1_col5\" class=\"data row1 col5\" >1.54%</td>\n",
       "      <td id=\"T_37227_row1_col6\" class=\"data row1 col6\" >4.33%</td>\n",
       "      <td id=\"T_37227_row1_col7\" class=\"data row1 col7\" >5.01%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row2\" class=\"row_heading level0 row2\" >BAX</th>\n",
       "      <td id=\"T_37227_row2_col0\" class=\"data row2 col0\" >3.52%</td>\n",
       "      <td id=\"T_37227_row2_col1\" class=\"data row2 col1\" >3.91%</td>\n",
       "      <td id=\"T_37227_row2_col2\" class=\"data row2 col2\" >3.46%</td>\n",
       "      <td id=\"T_37227_row2_col3\" class=\"data row2 col3\" >4.15%</td>\n",
       "      <td id=\"T_37227_row2_col4\" class=\"data row2 col4\" >3.56%</td>\n",
       "      <td id=\"T_37227_row2_col5\" class=\"data row2 col5\" >3.33%</td>\n",
       "      <td id=\"T_37227_row2_col6\" class=\"data row2 col6\" >2.40%</td>\n",
       "      <td id=\"T_37227_row2_col7\" class=\"data row2 col7\" >3.07%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row3\" class=\"row_heading level0 row3\" >BMY</th>\n",
       "      <td id=\"T_37227_row3_col0\" class=\"data row3 col0\" >3.68%</td>\n",
       "      <td id=\"T_37227_row3_col1\" class=\"data row3 col1\" >3.94%</td>\n",
       "      <td id=\"T_37227_row3_col2\" class=\"data row3 col2\" >3.75%</td>\n",
       "      <td id=\"T_37227_row3_col3\" class=\"data row3 col3\" >3.71%</td>\n",
       "      <td id=\"T_37227_row3_col4\" class=\"data row3 col4\" >3.65%</td>\n",
       "      <td id=\"T_37227_row3_col5\" class=\"data row3 col5\" >3.80%</td>\n",
       "      <td id=\"T_37227_row3_col6\" class=\"data row3 col6\" >1.92%</td>\n",
       "      <td id=\"T_37227_row3_col7\" class=\"data row3 col7\" >1.47%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row4\" class=\"row_heading level0 row4\" >CMCSA</th>\n",
       "      <td id=\"T_37227_row4_col0\" class=\"data row4 col0\" >3.40%</td>\n",
       "      <td id=\"T_37227_row4_col1\" class=\"data row4 col1\" >3.38%</td>\n",
       "      <td id=\"T_37227_row4_col2\" class=\"data row4 col2\" >3.39%</td>\n",
       "      <td id=\"T_37227_row4_col3\" class=\"data row4 col3\" >3.57%</td>\n",
       "      <td id=\"T_37227_row4_col4\" class=\"data row4 col4\" >3.42%</td>\n",
       "      <td id=\"T_37227_row4_col5\" class=\"data row4 col5\" >3.17%</td>\n",
       "      <td id=\"T_37227_row4_col6\" class=\"data row4 col6\" >2.29%</td>\n",
       "      <td id=\"T_37227_row4_col7\" class=\"data row4 col7\" >2.22%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row5\" class=\"row_heading level0 row5\" >CNP</th>\n",
       "      <td id=\"T_37227_row5_col0\" class=\"data row5 col0\" >6.23%</td>\n",
       "      <td id=\"T_37227_row5_col1\" class=\"data row5 col1\" >6.15%</td>\n",
       "      <td id=\"T_37227_row5_col2\" class=\"data row5 col2\" >6.24%</td>\n",
       "      <td id=\"T_37227_row5_col3\" class=\"data row5 col3\" >6.19%</td>\n",
       "      <td id=\"T_37227_row5_col4\" class=\"data row5 col4\" >6.37%</td>\n",
       "      <td id=\"T_37227_row5_col5\" class=\"data row5 col5\" >6.92%</td>\n",
       "      <td id=\"T_37227_row5_col6\" class=\"data row5 col6\" >9.37%</td>\n",
       "      <td id=\"T_37227_row5_col7\" class=\"data row5 col7\" >7.12%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row6\" class=\"row_heading level0 row6\" >CPB</th>\n",
       "      <td id=\"T_37227_row6_col0\" class=\"data row6 col0\" >6.10%</td>\n",
       "      <td id=\"T_37227_row6_col1\" class=\"data row6 col1\" >5.37%</td>\n",
       "      <td id=\"T_37227_row6_col2\" class=\"data row6 col2\" >6.75%</td>\n",
       "      <td id=\"T_37227_row6_col3\" class=\"data row6 col3\" >5.14%</td>\n",
       "      <td id=\"T_37227_row6_col4\" class=\"data row6 col4\" >6.69%</td>\n",
       "      <td id=\"T_37227_row6_col5\" class=\"data row6 col5\" >7.98%</td>\n",
       "      <td id=\"T_37227_row6_col6\" class=\"data row6 col6\" >3.69%</td>\n",
       "      <td id=\"T_37227_row6_col7\" class=\"data row6 col7\" >3.08%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row7\" class=\"row_heading level0 row7\" >DE</th>\n",
       "      <td id=\"T_37227_row7_col0\" class=\"data row7 col0\" >2.05%</td>\n",
       "      <td id=\"T_37227_row7_col1\" class=\"data row7 col1\" >2.12%</td>\n",
       "      <td id=\"T_37227_row7_col2\" class=\"data row7 col2\" >1.94%</td>\n",
       "      <td id=\"T_37227_row7_col3\" class=\"data row7 col3\" >2.26%</td>\n",
       "      <td id=\"T_37227_row7_col4\" class=\"data row7 col4\" >1.98%</td>\n",
       "      <td id=\"T_37227_row7_col5\" class=\"data row7 col5\" >1.80%</td>\n",
       "      <td id=\"T_37227_row7_col6\" class=\"data row7 col6\" >3.27%</td>\n",
       "      <td id=\"T_37227_row7_col7\" class=\"data row7 col7\" >3.86%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row8\" class=\"row_heading level0 row8\" >HPQ</th>\n",
       "      <td id=\"T_37227_row8_col0\" class=\"data row8 col0\" >3.62%</td>\n",
       "      <td id=\"T_37227_row8_col1\" class=\"data row8 col1\" >3.78%</td>\n",
       "      <td id=\"T_37227_row8_col2\" class=\"data row8 col2\" >3.40%</td>\n",
       "      <td id=\"T_37227_row8_col3\" class=\"data row8 col3\" >3.84%</td>\n",
       "      <td id=\"T_37227_row8_col4\" class=\"data row8 col4\" >3.39%</td>\n",
       "      <td id=\"T_37227_row8_col5\" class=\"data row8 col5\" >3.08%</td>\n",
       "      <td id=\"T_37227_row8_col6\" class=\"data row8 col6\" >3.52%</td>\n",
       "      <td id=\"T_37227_row8_col7\" class=\"data row8 col7\" >3.64%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row9\" class=\"row_heading level0 row9\" >JCI</th>\n",
       "      <td id=\"T_37227_row9_col0\" class=\"data row9 col0\" >3.21%</td>\n",
       "      <td id=\"T_37227_row9_col1\" class=\"data row9 col1\" >3.18%</td>\n",
       "      <td id=\"T_37227_row9_col2\" class=\"data row9 col2\" >3.24%</td>\n",
       "      <td id=\"T_37227_row9_col3\" class=\"data row9 col3\" >3.24%</td>\n",
       "      <td id=\"T_37227_row9_col4\" class=\"data row9 col4\" >3.23%</td>\n",
       "      <td id=\"T_37227_row9_col5\" class=\"data row9 col5\" >3.21%</td>\n",
       "      <td id=\"T_37227_row9_col6\" class=\"data row9 col6\" >1.69%</td>\n",
       "      <td id=\"T_37227_row9_col7\" class=\"data row9 col7\" >1.82%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row10\" class=\"row_heading level0 row10\" >JPM</th>\n",
       "      <td id=\"T_37227_row10_col0\" class=\"data row10 col0\" >1.83%</td>\n",
       "      <td id=\"T_37227_row10_col1\" class=\"data row10 col1\" >2.04%</td>\n",
       "      <td id=\"T_37227_row10_col2\" class=\"data row10 col2\" >1.82%</td>\n",
       "      <td id=\"T_37227_row10_col3\" class=\"data row10 col3\" >2.31%</td>\n",
       "      <td id=\"T_37227_row10_col4\" class=\"data row10 col4\" >1.86%</td>\n",
       "      <td id=\"T_37227_row10_col5\" class=\"data row10 col5\" >1.60%</td>\n",
       "      <td id=\"T_37227_row10_col6\" class=\"data row10 col6\" >2.12%</td>\n",
       "      <td id=\"T_37227_row10_col7\" class=\"data row10 col7\" >2.31%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row11\" class=\"row_heading level0 row11\" >LUV</th>\n",
       "      <td id=\"T_37227_row11_col0\" class=\"data row11 col0\" >2.36%</td>\n",
       "      <td id=\"T_37227_row11_col1\" class=\"data row11 col1\" >2.38%</td>\n",
       "      <td id=\"T_37227_row11_col2\" class=\"data row11 col2\" >2.29%</td>\n",
       "      <td id=\"T_37227_row11_col3\" class=\"data row11 col3\" >2.35%</td>\n",
       "      <td id=\"T_37227_row11_col4\" class=\"data row11 col4\" >2.26%</td>\n",
       "      <td id=\"T_37227_row11_col5\" class=\"data row11 col5\" >1.98%</td>\n",
       "      <td id=\"T_37227_row11_col6\" class=\"data row11 col6\" >1.35%</td>\n",
       "      <td id=\"T_37227_row11_col7\" class=\"data row11 col7\" >1.26%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row12\" class=\"row_heading level0 row12\" >MMC</th>\n",
       "      <td id=\"T_37227_row12_col0\" class=\"data row12 col0\" >2.39%</td>\n",
       "      <td id=\"T_37227_row12_col1\" class=\"data row12 col1\" >2.67%</td>\n",
       "      <td id=\"T_37227_row12_col2\" class=\"data row12 col2\" >2.31%</td>\n",
       "      <td id=\"T_37227_row12_col3\" class=\"data row12 col3\" >3.10%</td>\n",
       "      <td id=\"T_37227_row12_col4\" class=\"data row12 col4\" >2.38%</td>\n",
       "      <td id=\"T_37227_row12_col5\" class=\"data row12 col5\" >2.12%</td>\n",
       "      <td id=\"T_37227_row12_col6\" class=\"data row12 col6\" >3.10%</td>\n",
       "      <td id=\"T_37227_row12_col7\" class=\"data row12 col7\" >3.77%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row13\" class=\"row_heading level0 row13\" >MO</th>\n",
       "      <td id=\"T_37227_row13_col0\" class=\"data row13 col0\" >6.25%</td>\n",
       "      <td id=\"T_37227_row13_col1\" class=\"data row13 col1\" >6.00%</td>\n",
       "      <td id=\"T_37227_row13_col2\" class=\"data row13 col2\" >6.01%</td>\n",
       "      <td id=\"T_37227_row13_col3\" class=\"data row13 col3\" >5.43%</td>\n",
       "      <td id=\"T_37227_row13_col4\" class=\"data row13 col4\" >5.85%</td>\n",
       "      <td id=\"T_37227_row13_col5\" class=\"data row13 col5\" >6.26%</td>\n",
       "      <td id=\"T_37227_row13_col6\" class=\"data row13 col6\" >3.04%</td>\n",
       "      <td id=\"T_37227_row13_col7\" class=\"data row13 col7\" >2.62%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row14\" class=\"row_heading level0 row14\" >MSFT</th>\n",
       "      <td id=\"T_37227_row14_col0\" class=\"data row14 col0\" >4.26%</td>\n",
       "      <td id=\"T_37227_row14_col1\" class=\"data row14 col1\" >4.95%</td>\n",
       "      <td id=\"T_37227_row14_col2\" class=\"data row14 col2\" >4.21%</td>\n",
       "      <td id=\"T_37227_row14_col3\" class=\"data row14 col3\" >5.53%</td>\n",
       "      <td id=\"T_37227_row14_col4\" class=\"data row14 col4\" >4.36%</td>\n",
       "      <td id=\"T_37227_row14_col5\" class=\"data row14 col5\" >3.74%</td>\n",
       "      <td id=\"T_37227_row14_col6\" class=\"data row14 col6\" >8.67%</td>\n",
       "      <td id=\"T_37227_row14_col7\" class=\"data row14 col7\" >12.94%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row15\" class=\"row_heading level0 row15\" >NI</th>\n",
       "      <td id=\"T_37227_row15_col0\" class=\"data row15 col0\" >7.77%</td>\n",
       "      <td id=\"T_37227_row15_col1\" class=\"data row15 col1\" >7.99%</td>\n",
       "      <td id=\"T_37227_row15_col2\" class=\"data row15 col2\" >7.88%</td>\n",
       "      <td id=\"T_37227_row15_col3\" class=\"data row15 col3\" >7.81%</td>\n",
       "      <td id=\"T_37227_row15_col4\" class=\"data row15 col4\" >8.03%</td>\n",
       "      <td id=\"T_37227_row15_col5\" class=\"data row15 col5\" >8.47%</td>\n",
       "      <td id=\"T_37227_row15_col6\" class=\"data row15 col6\" >7.99%</td>\n",
       "      <td id=\"T_37227_row15_col7\" class=\"data row15 col7\" >7.04%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row16\" class=\"row_heading level0 row16\" >PCAR</th>\n",
       "      <td id=\"T_37227_row16_col0\" class=\"data row16 col0\" >2.00%</td>\n",
       "      <td id=\"T_37227_row16_col1\" class=\"data row16 col1\" >1.94%</td>\n",
       "      <td id=\"T_37227_row16_col2\" class=\"data row16 col2\" >2.02%</td>\n",
       "      <td id=\"T_37227_row16_col3\" class=\"data row16 col3\" >1.98%</td>\n",
       "      <td id=\"T_37227_row16_col4\" class=\"data row16 col4\" >2.04%</td>\n",
       "      <td id=\"T_37227_row16_col5\" class=\"data row16 col5\" >2.10%</td>\n",
       "      <td id=\"T_37227_row16_col6\" class=\"data row16 col6\" >1.25%</td>\n",
       "      <td id=\"T_37227_row16_col7\" class=\"data row16 col7\" >1.32%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row17\" class=\"row_heading level0 row17\" >PSA</th>\n",
       "      <td id=\"T_37227_row17_col0\" class=\"data row17 col0\" >3.84%</td>\n",
       "      <td id=\"T_37227_row17_col1\" class=\"data row17 col1\" >3.73%</td>\n",
       "      <td id=\"T_37227_row17_col2\" class=\"data row17 col2\" >4.10%</td>\n",
       "      <td id=\"T_37227_row17_col3\" class=\"data row17 col3\" >3.63%</td>\n",
       "      <td id=\"T_37227_row17_col4\" class=\"data row17 col4\" >3.97%</td>\n",
       "      <td id=\"T_37227_row17_col5\" class=\"data row17 col5\" >4.27%</td>\n",
       "      <td id=\"T_37227_row17_col6\" class=\"data row17 col6\" >8.82%</td>\n",
       "      <td id=\"T_37227_row17_col7\" class=\"data row17 col7\" >7.46%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row18\" class=\"row_heading level0 row18\" >SEE</th>\n",
       "      <td id=\"T_37227_row18_col0\" class=\"data row18 col0\" >8.21%</td>\n",
       "      <td id=\"T_37227_row18_col1\" class=\"data row18 col1\" >7.85%</td>\n",
       "      <td id=\"T_37227_row18_col2\" class=\"data row18 col2\" >7.95%</td>\n",
       "      <td id=\"T_37227_row18_col3\" class=\"data row18 col3\" >7.17%</td>\n",
       "      <td id=\"T_37227_row18_col4\" class=\"data row18 col4\" >7.68%</td>\n",
       "      <td id=\"T_37227_row18_col5\" class=\"data row18 col5\" >7.54%</td>\n",
       "      <td id=\"T_37227_row18_col6\" class=\"data row18 col6\" >5.28%</td>\n",
       "      <td id=\"T_37227_row18_col7\" class=\"data row18 col7\" >4.85%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row19\" class=\"row_heading level0 row19\" >T</th>\n",
       "      <td id=\"T_37227_row19_col0\" class=\"data row19 col0\" >5.67%</td>\n",
       "      <td id=\"T_37227_row19_col1\" class=\"data row19 col1\" >5.49%</td>\n",
       "      <td id=\"T_37227_row19_col2\" class=\"data row19 col2\" >5.47%</td>\n",
       "      <td id=\"T_37227_row19_col3\" class=\"data row19 col3\" >5.41%</td>\n",
       "      <td id=\"T_37227_row19_col4\" class=\"data row19 col4\" >5.46%</td>\n",
       "      <td id=\"T_37227_row19_col5\" class=\"data row19 col5\" >5.33%</td>\n",
       "      <td id=\"T_37227_row19_col6\" class=\"data row19 col6\" >4.60%</td>\n",
       "      <td id=\"T_37227_row19_col7\" class=\"data row19 col7\" >4.62%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row20\" class=\"row_heading level0 row20\" >TGT</th>\n",
       "      <td id=\"T_37227_row20_col0\" class=\"data row20 col0\" >3.56%</td>\n",
       "      <td id=\"T_37227_row20_col1\" class=\"data row20 col1\" >3.23%</td>\n",
       "      <td id=\"T_37227_row20_col2\" class=\"data row20 col2\" >3.72%</td>\n",
       "      <td id=\"T_37227_row20_col3\" class=\"data row20 col3\" >3.41%</td>\n",
       "      <td id=\"T_37227_row20_col4\" class=\"data row20 col4\" >3.87%</td>\n",
       "      <td id=\"T_37227_row20_col5\" class=\"data row20 col5\" >3.91%</td>\n",
       "      <td id=\"T_37227_row20_col6\" class=\"data row20 col6\" >1.91%</td>\n",
       "      <td id=\"T_37227_row20_col7\" class=\"data row20 col7\" >1.96%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row21\" class=\"row_heading level0 row21\" >TMO</th>\n",
       "      <td id=\"T_37227_row21_col0\" class=\"data row21 col0\" >3.03%</td>\n",
       "      <td id=\"T_37227_row21_col1\" class=\"data row21 col1\" >3.21%</td>\n",
       "      <td id=\"T_37227_row21_col2\" class=\"data row21 col2\" >2.94%</td>\n",
       "      <td id=\"T_37227_row21_col3\" class=\"data row21 col3\" >3.46%</td>\n",
       "      <td id=\"T_37227_row21_col4\" class=\"data row21 col4\" >2.99%</td>\n",
       "      <td id=\"T_37227_row21_col5\" class=\"data row21 col5\" >2.79%</td>\n",
       "      <td id=\"T_37227_row21_col6\" class=\"data row21 col6\" >4.21%</td>\n",
       "      <td id=\"T_37227_row21_col7\" class=\"data row21 col7\" >4.18%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row22\" class=\"row_heading level0 row22\" >TXT</th>\n",
       "      <td id=\"T_37227_row22_col0\" class=\"data row22 col0\" >2.00%</td>\n",
       "      <td id=\"T_37227_row22_col1\" class=\"data row22 col1\" >2.05%</td>\n",
       "      <td id=\"T_37227_row22_col2\" class=\"data row22 col2\" >1.93%</td>\n",
       "      <td id=\"T_37227_row22_col3\" class=\"data row22 col3\" >1.89%</td>\n",
       "      <td id=\"T_37227_row22_col4\" class=\"data row22 col4\" >1.87%</td>\n",
       "      <td id=\"T_37227_row22_col5\" class=\"data row22 col5\" >1.74%</td>\n",
       "      <td id=\"T_37227_row22_col6\" class=\"data row22 col6\" >1.12%</td>\n",
       "      <td id=\"T_37227_row22_col7\" class=\"data row22 col7\" >1.13%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row23\" class=\"row_heading level0 row23\" >VZ</th>\n",
       "      <td id=\"T_37227_row23_col0\" class=\"data row23 col0\" >6.32%</td>\n",
       "      <td id=\"T_37227_row23_col1\" class=\"data row23 col1\" >6.16%</td>\n",
       "      <td id=\"T_37227_row23_col2\" class=\"data row23 col2\" >6.31%</td>\n",
       "      <td id=\"T_37227_row23_col3\" class=\"data row23 col3\" >6.13%</td>\n",
       "      <td id=\"T_37227_row23_col4\" class=\"data row23 col4\" >6.37%</td>\n",
       "      <td id=\"T_37227_row23_col5\" class=\"data row23 col5\" >6.44%</td>\n",
       "      <td id=\"T_37227_row23_col6\" class=\"data row23 col6\" >9.01%</td>\n",
       "      <td id=\"T_37227_row23_col7\" class=\"data row23 col7\" >7.51%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_37227_level0_row24\" class=\"row_heading level0 row24\" >ZION</th>\n",
       "      <td id=\"T_37227_row24_col0\" class=\"data row24 col0\" >1.66%</td>\n",
       "      <td id=\"T_37227_row24_col1\" class=\"data row24 col1\" >1.75%</td>\n",
       "      <td id=\"T_37227_row24_col2\" class=\"data row24 col2\" >1.56%</td>\n",
       "      <td id=\"T_37227_row24_col3\" class=\"data row24 col3\" >1.88%</td>\n",
       "      <td id=\"T_37227_row24_col4\" class=\"data row24 col4\" >1.57%</td>\n",
       "      <td id=\"T_37227_row24_col5\" class=\"data row24 col5\" >1.33%</td>\n",
       "      <td id=\"T_37227_row24_col6\" class=\"data row24 col6\" >1.97%</td>\n",
       "      <td id=\"T_37227_row24_col7\" class=\"data row24 col7\" >2.74%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1690193d0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_s.style.format(\"{:.2%}\").background_gradient(cmap='YlGn')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plotting a comparison of assets weights for each portfolio\n",
    "\n",
    "fig = plt.gcf()\n",
    "fig.set_figwidth(16)\n",
    "fig.set_figheight(6)\n",
    "ax = fig.subplots(nrows=1, ncols=1)\n",
    "\n",
    "w_s.plot.bar(ax=ax)"
   ]
  }
 ],
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